Problem with keyframes and IK
Turns out that you have to select the "Visual" options in the "Insert Keyframe Menu". As in, "Virtual Location", "Visual Rotation" or "Visual LocRotScale". I was just selecting all the bones and pressing "i" twice out of bad habit.